Datasets:

scholo
/

MMB_dataset

semantic_counterfactual_type stringclasses 10 values	negative_counterfactual_type stringclasses 6 values	semantic_counterfactual_description stringlengths 16 55	negative_counterfactual_description stringlengths 23 58	original_question stringlengths 21 74	semantic_counterfactual_question_1 stringlengths 21 75	negative_counterfactual_question_1 stringlengths 21 80	original_question_answer_type stringclasses 3 values	semantic_counterfactual_question_1_answer_type stringclasses 3 values	negative_counterfactual_question_1_answer_type stringclasses 3 values	original_question_reasoning_op stringclasses 8 values	semantic_counterfactual_question_1_reasoning_op stringclasses 8 values	negative_counterfactual_question_1_reasoning_op stringclasses 8 values	original_image_answer_to_original_question stringclasses 11 values	original_image_answer_to_semantic_counterfactual_question_1 stringclasses 10 values	original_image_answer_to_negative_counterfactual_question_1 stringclasses 10 values	semantic_counterfactual_image_answer_to_original_question stringclasses 12 values	semantic_counterfactual_image_answer_to_semantic_counterfactual_question_1 stringclasses 10 values	semantic_counterfactual_image_answer_to_negative_counterfactual_question_1 stringclasses 11 values	negative_counterfactual_image_answer_to_original_question stringclasses 11 values	negative_counterfactual_image_answer_to_semantic_counterfactual_question_1 stringclasses 10 values	negative_counterfactual_image_answer_to_negative_counterfactual_question_1 stringclasses 10 values
swap_attribute	apply_vignette	swapped colors between gray cylinder and green cube	applied vignette filter (strength: 4.13)	Does the scene contain an equal number of yellow objects and gray objects?	Does the scene contain an equal number of yellow objects and green objects?	Is the count of yellow objects equal to the count of gray objects?	yes/no	yes/no	yes/no	compare.count	compare.count	count.filter	no	yes	no	yes	no	yes	no	yes	no
change_material	change_lighting	changed green cylinder from metal to rubber	changed lighting to cool	How many metal objects are there?	How many rubber objects are there?	What is the total number of metal objects?	count	count	count	count.filter	count.filter	count.filter	2	1	2	1	2	1	2	1	2
swap_attribute	apply_vignette	swapped colors between brown cube and gray sphere	applied vignette filter (strength: 3.71)	How many objects are either gray or sphere?	How many objects are either brown or sphere?	What is the count of objects that are either gray or sphere?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	3	4	3	4	3	4	3	4	3
remove_object	apply_chromatic_aberration	removed yellow cylinder	applied chromatic aberration filter (strength: 3.71)	How many objects are either yellow or sphere?	How many objects are either yellow or cube?	How many objects are yellow or sphere?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	4	1	0	3	0	0	4	1	0
change_position	change_lighting	moved gray cylinder from (-2.9,-0.7) to (2.2,1.7)	changed lighting to cool	Is there a large metal object right of the cylinder?	Is there a large metal object left of the cylinder?	Are there any large metal objects right of the cylinder?	yes/no	yes/no	yes/no	exist.filter.relate	exist.filter.relate	exist.filter.relate	yes	no	yes	no	yes	yes	yes	no	yes
remove_object	apply_chromatic_aberration	removed red cube	applied chromatic aberration filter (strength: 2.15)	How many objects are either red or sphere?	How many objects are either red or cube?	What is the total number of objects that are red or sphere?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	4	2	0	3	1	0	4	2	0
swap_attribute	apply_blur	swapped colors between cyan sphere and yellow cube	applied blur filter (strength: 14.88)	Are there any yellow cubes?	Are there any cyan cubes?	Is there at least one yellow cube?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	yes	no	yes	no	yes	no	yes	no	yes
replace_object	apply_vignette	replaced red sphere with blue cylinder	applied vignette filter (strength: 3.57)	Is there a metal cylinder?	Is there a metal sphere?	Is there a metal cylinder present in this scene?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	no	yes	no	yes	no	yes	no	yes	no
swap_attribute	add_noise	swapped colors between red cube and blue cube	added medium noise (seed=6578227870852559267, min: light)	Is the red cube matte or shiny?	Is the blue cube matte or shiny?	For the red cube, is it matte or shiny?	attribute	attribute	attribute	query.material_binary	query.material_binary	query.material_binary	shiny	matte	shiny	matte	shiny	matte	shiny	matte	shiny
replace_object	apply_blur	replaced red cylinder with green sphere	applied blur filter (strength: 14.13)	How many red objects are there?	How many green objects are there?	What is the total number of red objects?	count	count	count	count.filter	count.filter	count.filter	1	0	1	0	1	0	1	0	1
remove_object	apply_blur	removed green cube	applied blur filter (strength: 13.17)	What is the total number of objects that are either small or sphere?	What is the total number of objects that are either small or cylinder?	How many objects in the scene are either small or sphere?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	5	4	5	4	3	4	5	4	5
swap_attribute	change_background	swapped colors between blue cube and yellow sphere	changed background to brown	Is there a blue cube?	Is there a yellow cube?	Is there at least one blue cube?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	yes	no	yes	no	yes	no	yes	no	yes
change_material	change_background	changed blue cylinder from metal to rubber	changed background to white	What is the total number of blue rubber objects?	What is the total number of blue metal objects?	How many blue rubber objects are present in the scene?	count	count	count	count.filter	count.filter	count.filter	0	1	0	1	0	1	0	1	0
change_color	add_noise	changed yellow cube to cyan	added heavy noise (seed=5166823320638058849, min: light)	How many small yellow objects are there?	How many small cyan objects are there?	How many small yellow objects are in the scene?	count	count	count	count.filter	count.filter	count.filter	1	0	6	0	1	6	1	0	6
add_object	apply_vignette	added purple rubber cylinder	applied vignette filter (strength: 4.81)	What is the total number of objects that are either small or cube?	What is the total number of objects that are either small or cylinder?	How many objects are small or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	4	3	1	5	4	1	4	3	1
change_material	apply_blur	changed gray sphere from metal to rubber	applied blur filter (strength: 10.95)	What is the total number of gray rubber objects?	What is the total number of gray metal objects?	How many gray rubber objects are there in total?	count	count	count	count.filter	count.filter	count.filter	0	1	0	1	0	1	0	1	0
add_object	apply_chromatic_aberration	added cyan metal cylinder	applied chromatic aberration filter (strength: 2.24)	How many objects are in the scene?	Are there more than 6 objects?	How many objects are in the scene right now?	count	yes/no	count	count	exist	count	6	no	6	7	yes	7	6	no	6
swap_attribute	apply_vignette	swapped colors between yellow cube and blue cylinder	applied vignette filter (strength: 3.96)	How many objects are either yellow or cube?	How many objects are either blue or cube?	What is the count of objects that are either yellow or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	3	4	3	4	3	4	3	4	3
change_size	apply_chromatic_aberration	changed yellow cylinder from large to small	applied chromatic aberration filter (strength: 3.64)	How many large yellow objects are there?	How many small yellow objects are there?	How many large yellow objects are in the scene?	count	count	count	count.filter	count.filter	count.filter	3	0	5	2	1	5	3	0	5
add_object	change_lighting	added red rubber cube	changed lighting to warm	How many objects are either red or cube?	How many objects are either gray or cube?	How many objects are red or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	3	2	1	4	3	2	3	2	1
change_color	change_background	changed yellow cylinder to red	changed background to blue	Is there a red cylinder?	Is there a yellow cylinder?	Is there at least one red cylinder?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	no	yes	no	yes	no	yes	no	yes	no
relational_flip	apply_blur	moved green cube from right of cyan sphere to left	applied blur filter (strength: 8.60)	Is there a brown object right of the cube?	Is there a brown object left of the cube?	Are there any brown objects positioned right of the cube?	yes/no	yes/no	yes/no	exist.filter.relate	exist.filter.relate	exist.filter.relate	no	yes	no	yes	no	no	no	yes	no
add_object	apply_chromatic_aberration	added yellow metal sphere	applied chromatic aberration filter (strength: 3.42)	What is the total number of objects that are either small or cube?	What is the total number of objects that are either small or sphere?	What is the total number of objects that are small or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	3	1	1	4	2	1	3	1	1
relational_flip	change_lighting	moved yellow cube from right of purple cylinder to left	changed lighting to bright	Is there a small rubber object in front of the cube?	Is there a small rubber object behind the cube?	Are there any small rubber objects positioned in front of the cube?	yes/no	yes/no	yes/no	exist.filter.relate	exist.filter.relate	exist.filter.relate	yes	no	yes	no	yes	yes	yes	no	yes
remove_object	change_lighting	removed brown cylinder	changed lighting to dim	How many objects are in the scene?	Are there fewer than 4 objects?	How many objects are in the scene in total?	count	yes/no	count	count	exist	count	4	no	4	3	yes	3	4	no	4
replace_object	add_noise	replaced green sphere with cyan cylinder	added medium noise (seed=3294386438593335692, min: light)	What is the total number of rubber objects?	What is the total number of metal objects?	How many rubber objects are present in the scene?	count	count	count	count.filter	count.filter	count.filter	4	1	4	3	2	3	4	1	4
change_shape	change_background	changed blue sphere to cylinder	changed background to purple	Is the number of blue objects equal to the number of spheres?	Is the number of yellow objects equal to the number of spheres?	Is the count of blue objects equal to the count of sphere objects?	yes/no	yes/no	yes/no	compare.count	compare.count	count.filter	no	yes	no	yes	no	yes	no	yes	no
add_object	change_background	added green metal sphere	changed background to gray	What is the total number of objects that are either small or cube?	What is the total number of objects that are either small or cylinder?	What is the count of objects that are either small or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	2	3	2	3	4	3	2	3	2
change_shape	apply_blur	changed yellow sphere to cylinder	applied blur filter (strength: 8.89)	Are there any yellow spheres?	Are there any yellow cylinders?	Is there a yellow sphere?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	yes	no	yes	no	yes	no	yes	no	yes
swap_attribute	change_background	swapped colors between blue sphere and cyan sphere	changed background to green	Are there any blue spheres?	Are there any cyan spheres?	Is there a blue sphere?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	yes	no	yes	no	yes	no	yes	no	yes
swap_attribute	apply_blur	swapped colors between brown cube and cyan cube	applied blur filter (strength: 13.18)	What is the total number of cyan rubber objects?	What is the total number of brown rubber objects?	How many cyan rubber objects are present in the scene?	count	count	count	count.filter	count.filter	count.filter	1	0	1	0	1	0	1	0	1
change_shape	apply_vignette	changed green sphere to cube	applied vignette filter (strength: 3.36)	How many objects are either purple or cube?	How many objects are either purple or sphere?	How many objects are purple or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	1	5	1	2	4	1	1	5	1
add_object	apply_vignette	added blue rubber cube	applied vignette filter (strength: 4.87)	How many objects are in the scene?	Are there more than 3 objects?	How many objects are in the scene in total?	count	yes/no	count	count	exist	count	3	no	3	4	yes	4	3	no	3
swap_attribute	apply_vignette	swapped colors between blue cube and brown cube	applied vignette filter (strength: 4.82)	Is the brown cube matte or shiny?	Is the blue cube matte or shiny?	What is the finish of the brown cube — matte or shiny?	attribute	attribute	attribute	query.material_binary	query.material_binary	query.material_binary	matte	shiny	3	shiny	matte	3	matte	shiny	3
replace_object	change_background	replaced gray cube with brown cylinder	changed background to brown	How many gray objects are there?	How many brown objects are there?	What is the count of gray objects?	count	count	count	count.filter	count.filter	count.filter	1	0	5	0	1	5	1	0	5
add_object	apply_chromatic_aberration	added cyan rubber cube	applied chromatic aberration filter (strength: 2.98)	How many objects are in the scene?	Are there more than 4 objects?	How many objects are in the scene in total?	count	yes/no	count	count	exist	count	4	no	4	5	yes	5	4	no	4
change_size	change_background	changed red sphere from large to small	changed background to blue	What is the total number of large objects?	What is the total number of small objects?	What is the count of large objects?	count	count	count	count.filter	count.filter	count.filter	5	1	6	4	2	6	5	1	6
add_object	apply_vignette	added red rubber sphere	applied vignette filter (strength: 3.26)	How many objects are in the scene?	Are there more than 6 objects?	How many objects are present in the scene?	count	yes/no	count	count	exist	count	6	no	6	7	yes	7	6	no	6
add_object	apply_chromatic_aberration	added yellow metal cube	applied chromatic aberration filter (strength: 1.06)	How many objects are either blue or cube?	How many objects are either red or cube?	What is the count of objects that are either blue or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	4	3	4	5	4	5	4	3	4
swap_attribute	change_background	swapped colors between brown cylinder and red cube	changed background to purple	How many objects are either red or cube?	How many objects are either brown or cube?	How many objects in the scene are either red or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	2	3	2	3	2	3	2	3	2
change_material	change_lighting	changed yellow cylinder from metal to rubber	changed lighting to warm	What is the total number of yellow rubber objects?	What is the total number of yellow metal objects?	How many yellow rubber objects can be found in the scene?	count	count	count	count.filter	count.filter	count.filter	0	1	0	1	0	1	0	1	0
add_object	apply_vignette	added red rubber cube	applied vignette filter (strength: 4.98)	How many objects are in the scene?	Are there more than 4 objects?	How many objects are in the scene right now?	count	yes/no	count	count	exist	count	4	no	4	5	yes	5	4	no	4
change_color	change_lighting	changed red cube to purple	changed lighting to dramatic	Is the number of purple objects equal to the number of spheres?	Is the number of purple objects equal to the number of cylinders?	Is the number of purple objects equal to the number of sphere objects?	yes/no	yes/no	yes/no	compare.count	compare.count	compare.count	no	yes	no	yes	no	yes	no	yes	no
swap_attribute	change_background	swapped colors between blue cylinder and brown sphere	changed background to dark_gray	What is the total number of blue rubber objects?	What is the total number of blue metal objects?	How many blue rubber objects are in the scene?	count	count	count	count.filter	count.filter	count.filter	1	0	3	0	1	3	1	0	3
change_size	change_lighting	changed cyan cube from small to large	changed lighting to warm	What is the total number of small objects?	What is the total number of large objects?	What is the count of small objects in the scene?	count	count	count	count.filter	count.filter	count.filter	3	0	3	2	1	3	3	0	3
remove_object	apply_blur	removed yellow cube	applied blur filter (strength: 10.13)	Do the small object and the metal object have the same shape?	Do the small object and the rubber object have the same shape?	Is it true that the small object and the metal object have the same shape?	yes/no	yes/no	yes/no	compare.attribute	compare.attribute	compare.attribute	no	yes	no	yes	no	yes	no	yes	no
remove_object	change_lighting	removed red cylinder	changed lighting to warm	How many objects are in the scene?	Are there fewer than 6 objects?	How many objects are in the scene in total?	count	yes/no	count	count	exist	count	6	no	6	5	yes	5	6	no	6
change_shape	apply_chromatic_aberration	changed blue cylinder to sphere	applied chromatic aberration filter (strength: 2.31)	Is there a blue cylinder?	Is there a blue sphere?	Are there any blue cylinders?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	yes	no	yes	no	yes	no	yes	no	yes
replace_object	add_noise	replaced yellow cube with brown cylinder	added heavy noise (seed=13685936396160299788, min: light)	What is the total number of small objects?	What is the total number of large objects?	How many small objects can be found in the scene?	count	count	count	count.filter	count.filter	count.filter	1	2	1	2	1	2	1	2	1
swap_attribute	apply_vignette	swapped colors between red cylinder and brown cylinder	applied vignette filter (strength: 3.13)	What is the total number of red metal objects?	What is the total number of brown metal objects?	How many red metal objects are there in total?	count	count	count	count.filter	count.filter	count.filter	1	2	1	2	1	2	1	2	1
remove_object	change_background	removed purple cylinder	changed background to blue	How many objects are in the scene?	Are there more than 2 objects?	How many objects are in the scene in total?	count	yes/no	count	count	exist	count	3	yes	3	2	no	2	3	yes	3
change_shape	change_lighting	changed purple cube to cylinder	changed lighting to bright	What is the total number of objects that are either small or cube?	What is the total number of objects that are either small or cylinder?	How many objects are small or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	4	3	2	3	4	2	4	3	2
change_shape	add_noise	changed cyan cylinder to sphere	added medium noise (seed=86424297231692536, min: light)	Is there a cyan cylinder?	Is there a cyan sphere?	Are there any cyan cylinders in the scene?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	yes	no	yes	no	yes	no	yes	no	yes
swap_attribute	change_lighting	swapped colors between red sphere and purple cylinder	changed lighting to bright	How many objects are either purple or cylinder?	How many objects are either red or cylinder?	What is the total number of objects that are purple or cylinder?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	2	3	1	3	2	0	2	3	1
add_object	apply_vignette	added red metal sphere	applied vignette filter (strength: 3.91)	How many objects are either cyan or sphere?	How many objects are either gray or sphere?	What is the count of objects that are either cyan or sphere?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	3	1	3	4	2	4	3	1	3
change_position	change_lighting	moved red sphere from (2.9,-1.9) to (-1.3,-2.2)	changed lighting to bright	Is there a small metal object right of the sphere?	Is there a small metal object left of the sphere?	Is there at least one small metal object right of the sphere in the scene?	yes/no	yes/no	yes/no	exist.filter.relate	exist.filter.relate	exist.filter.relate	no	yes	no	yes	no	yes	no	yes	no
add_object	change_lighting	added gray rubber cylinder	changed lighting to warm	How many objects are in the scene?	Are there more than 6 objects?	How many objects are in the scene in total?	count	yes/no	count	count	exist	count	6	no	6	7	yes	7	6	no	6
swap_attribute	apply_blur	swapped colors between blue cylinder and purple cube	applied blur filter (strength: 8.49)	Are there any purple cubes?	Are there any blue cubes?	Are there any purple cubes visible in this scene?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	yes	no	yes	no	yes	no	yes	no	yes
change_color	apply_chromatic_aberration	changed gray sphere to red	applied chromatic aberration filter (strength: 1.36)	Are there any red spheres?	Are there any gray spheres?	Are there any red spheres in the scene?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	no	yes	no	yes	no	yes	no	yes	no
change_material	apply_vignette	changed blue cube from rubber to metal	applied vignette filter (strength: 3.92)	What is the total number of rubber objects?	What is the total number of metal objects?	What is the count of rubber objects?	count	count	count	count.filter	count.filter	count.filter	3	2	5	2	3	5	3	2	5
remove_object	change_background	removed green sphere	changed background to blue	How many objects are in the scene?	Are there fewer than 5 objects?	What is the total number of objects in the scene?	count	yes/no	count	count	exist	count	5	no	5	4	yes	4	5	no	5
change_shape	apply_chromatic_aberration	changed cyan sphere to cylinder	applied chromatic aberration filter (strength: 1.47)	Is the number of cyan objects equal to the number of cylinders?	Is the number of gray objects equal to the number of cylinders?	Is the count of cyan objects equal to the count of cylinder objects?	yes/no	yes/no	yes/no	compare.count	compare.count	count.filter	yes	no	yes	no	yes	no	yes	no	yes
swap_attribute	add_noise	swapped colors between purple cube and cyan sphere	added medium noise (seed=16944277354899069796, min: light)	How many objects are either purple or sphere?	How many objects are either cyan or sphere?	What is the count of objects that are either purple or sphere?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	4	3	4	3	4	3	4	3	4
change_material	apply_blur	changed green cube from metal to rubber	applied blur filter (strength: 9.00)	What is the total number of green rubber objects?	What is the total number of green metal objects?	What is the count of green rubber objects in the scene?	count	count	count	count.filter	count.filter	count.filter	0	3	4	1	2	4	0	3	4
change_color	apply_vignette	changed gray cylinder to green	applied vignette filter (strength: 3.96)	Is there a green cylinder?	Is there a gray cylinder?	Is there a green cylinder present in this scene?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	no	yes	no	yes	no	yes	no	yes	no
relational_flip	change_background	moved cyan cylinder from left of green cube to right	changed background to brown	Is there a small metal object behind the cube?	Is there a small metal object in front of the cube?	Are there any small metal objects positioned behind the cube?	yes/no	yes/no	yes/no	exist.filter.relate	exist.filter.relate	exist.filter.relate	no	yes	yes	yes	no	yes	no	yes	yes
swap_attribute	apply_chromatic_aberration	swapped colors between brown cube and yellow cylinder	applied chromatic aberration filter (strength: 3.52)	How many objects are either brown or cube?	How many objects are either yellow or cube?	What is the total number of objects that are either brown or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	3	4	3	4	3	4	3	4	3
change_size	change_lighting	changed cyan cube from small to large	changed lighting to dramatic	What is the total number of large objects?	What is the total number of small objects?	What is the count of large objects?	count	count	count	count.filter	count.filter	count.filter	2	3	5	3	2	5	2	3	5
add_object	change_background	added blue rubber cylinder	changed background to orange	Is the number of cyan objects equal to the number of cylinders?	Is the number of green objects equal to the number of cylinders?	Is the number of cylinders equal to the number of cyan objects?	yes/no	yes/no	yes/no	compare.count	compare.count	compare.count	yes	no	yes	no	yes	no	yes	no	yes
change_size	change_background	changed green cylinder from large to small	changed background to dark_gray	What is the total number of small objects?	What is the total number of large objects?	How many small objects are in the scene?	count	count	count	count.filter	count.filter	count.filter	4	2	6	5	1	6	4	2	6
replace_object	change_lighting	replaced cyan cylinder with purple sphere	changed lighting to bright	How many large cyan objects are there?	How many large purple objects are there?	What is the total number of large cyan objects?	count	count	count	count.filter	count.filter	count.filter	1	0	1	0	1	0	1	0	1
change_shape	add_noise	changed red sphere to cube	added medium noise (seed=1071393810713580597, min: light)	How many objects are either cyan or cube?	How many objects are either gray or cube?	How many objects are cyan or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	2	1	0	3	2	0	2	1	0
change_size	add_noise	changed purple sphere from small to large	added medium noise (seed=3866731510417705493, min: light)	What is the total number of small objects?	What is the total number of large objects?	How many small objects are present in the scene?	count	count	count	count.filter	count.filter	count.filter	4	0	4	3	1	3	4	0	4
remove_object	change_lighting	removed green cube	changed lighting to warm	Is the number of green objects equal to the number of cylinders?	Is the number of green objects equal to the number of spheres?	Is it true that the number of green objects is equal to the number of cylinders?	yes/no	yes/no	yes/no	compare.count	compare.count	compare.count	yes	no	yes	no	yes	no	yes	no	yes
add_object	change_background	added blue metal cylinder	changed background to blue	How many objects are in the scene?	Are there more than 5 objects?	How many objects are present in the scene?	count	yes/no	count	count	exist	count	5	no	5	6	yes	6	5	no	5
change_color	apply_blur	changed cyan cube to blue	applied blur filter (strength: 9.81)	Are there any blue cubes?	Are there any cyan cubes?	Is there a blue cube?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	no	yes	no	yes	no	yes	no	yes	no
change_position	apply_vignette	moved purple cube from (-0.3,2.8) to (-1.8,-2.2)	applied vignette filter (strength: 4.75)	Is there a small metal object right of the sphere?	Is there a small metal object left of the sphere?	Is there at least one small metal object positioned right of the sphere?	yes/no	yes/no	yes/no	exist.filter.relate	exist.filter.relate	exist.filter.relate	yes	no	yes	no	yes	no	yes	no	yes
add_object	apply_chromatic_aberration	added green rubber cylinder	applied chromatic aberration filter (strength: 3.69)	How many objects are either gray or cylinder?	How many objects are either red or cylinder?	What is the count of objects that are either gray or cylinder?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	2	4	2	3	5	3	2	4	2
change_material	apply_vignette	changed gray sphere from metal to rubber	applied vignette filter (strength: 4.87)	What is the total number of rubber objects?	What is the total number of metal objects?	How many rubber objects are there in total?	count	count	count	count.filter	count.filter	count.filter	2	1	2	3	0	3	2	1	2
add_object	change_lighting	added red metal sphere	changed lighting to warm	How many objects are either yellow or sphere?	How many objects are either gray or sphere?	What is the count of objects that are either yellow or sphere?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	3	1	3	4	2	4	3	1	3
change_material	add_noise	changed brown cylinder from metal to rubber	added heavy noise (seed=8125892246404075163, min: light)	How many metal objects are there?	How many rubber objects are there?	What is the count of metal objects in the scene?	count	count	count	count.filter	count.filter	count.filter	4	1	5	3	2	5	4	1	5
swap_attribute	apply_blur	swapped colors between yellow cube and blue cylinder	applied blur filter (strength: 8.71)	Is there a yellow cube?	Is there a blue cube?	Is there at least one yellow cube?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	yes	no	yes	no	yes	no	yes	no	yes
replace_object	add_noise	replaced green cylinder with cyan cube	added medium noise (seed=5227499612125248339, min: light)	How many cyan objects are there?	How many green objects are there?	What is the count of cyan objects in the scene?	count	count	count	count.filter	count.filter	count.filter	2	1	5	3	0	5	2	1	5
change_size	apply_blur	changed gray sphere from small to large	applied blur filter (strength: 9.89)	What is the total number of small objects?	What is the total number of large objects?	How many small objects are in the scene?	count	count	count	count.filter	count.filter	count.filter	1	2	3	0	3	3	1	2	3
change_material	change_lighting	changed cyan cube from rubber to metal	changed lighting to dim	What is the total number of metal objects?	What is the total number of rubber objects?	What is the count of metal objects in the scene?	count	count	count	count.filter	count.filter	count.filter	3	2	5	4	1	5	3	2	5
remove_object	change_lighting	removed gray cylinder	changed lighting to dramatic	How many objects are in the scene?	Are there more than 2 objects?	How many objects are visible in the scene?	count	yes/no	count	count	exist	count	3	yes	3	2	no	2	3	yes	3
change_material	add_noise	changed brown sphere from metal to rubber	added medium noise (seed=2700375535044528164, min: light)	How many rubber objects are there?	How many metal objects are there?	What is the total number of rubber objects?	count	count	count	count.filter	count.filter	count.filter	1	5	1	2	4	2	1	5	1
add_object	change_lighting	added green metal sphere	changed lighting to dramatic	How many objects are either green or sphere?	How many objects are either gray or sphere?	What is the total number of objects that are green or sphere?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	4	2	0	5	3	1	4	2	0
change_color	add_noise	changed red sphere to blue	added heavy noise (seed=10156767053784054247, min: light)	Is there a blue sphere?	Is there a red sphere?	Is there at least one blue sphere?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	no	yes	no	yes	no	yes	no	yes	no
remove_object	apply_chromatic_aberration	removed yellow cube	applied chromatic aberration filter (strength: 2.99)	How many objects are either yellow or cube?	How many objects are either gray or cube?	What is the count of objects that are either yellow or cube?	count	count	count	count.filter.logical_or	count.filter.logical_or	count.filter.logical_or	3	2	3	2	1	2	3	2	3
remove_object	apply_chromatic_aberration	removed yellow cube	applied chromatic aberration filter (strength: 3.36)	How many objects are in the scene?	Are there fewer than 6 objects?	How many objects are visible in the scene?	count	yes/no	count	count	exist	count	6	no	6	5	yes	5	6	no	6
change_color	apply_blur	changed brown sphere to blue	applied blur filter (strength: 8.08)	Are there any blue spheres?	Are there any brown spheres?	Are there any blue spheres in the scene?	yes/no	yes/no	yes/no	exist.filter	exist.filter	exist.filter	no	yes	no	yes	no	yes	no	yes	no

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MMIB Counterfactual VQA Dataset

Authors: Oyedeji Sonuga.

Synthetic CLEVR-style scenes for the Multimodal Mechanistic Interpretability Benchmark (MMIB), presented as a poster at the Sci-FM workshop, COLM 2026. Each row is a triplet: an original scene, a semantic counterfactual (the answer should change), and a perturbation (the answer should hold), plus three questions and the full 3×3 answer matrix.

Images are 320×320 PNG renders (confirmed on all 300 files in this revision).

Revisions

Tag	What it is
`v1.0`	The 100-triplet set used in the paper / poster. Same rows as `AnonymousECCV15285/MMIB_Counterfactual_image_Dataset`. Column names use `counterfactual1_` / `counterfactual2_`.
`v1.1` (this revision, `main`)	Regenerated 100 triplets with flip/hold validation and answer-balance quotas. Column names use `semantic_counterfactual_` / `negative_counterfactual_`, and include `_answer_type` and `_reasoning_op`.

Load a pinned revision:

from datasets import load_dataset

paper = load_dataset("scholo/MMB_dataset", split="train", revision="v1.0")
v11 = load_dataset("scholo/MMB_dataset", split="train", revision="v1.1")

What v1.1 changed

Flip/hold precheck: a triplet is kept only if the semantic edit flips the designed question and the perturbation holds.
Absent yes/no existence questions are paired with an introducing edit (add_object, change_color, replace_object).
Acceptance quotas: original yes/no answers near 50%; any single count value at most 25% of count rows.
100% same-question flip on this split is by construction (failed candidates are discarded), not a measured gain over v1.0.

Loading

from datasets import load_dataset

ds = load_dataset("scholo/MMB_dataset", split="train")
print(ds[0]["original_question"])
print(ds[0]["original_image_answer_to_original_question"])
print(ds[0]["semantic_counterfactual_image_answer_to_original_question"])

No trust_remote_code=True is required.

Columns

Each row has three images (original_image, semantic_counterfactual_image, negative_counterfactual_image), three questions, answer types, reasoning-op tags, and nine answers (every image × every question).

License

MIT

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